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Record W7056986362

Front-liners on the Sidelines: The credential recognition experiences of Filipino internationally-educated nurses (IENs) in Victoria, British Columbia (BC)

2024· dissertation· en· W7056986362 on OpenAlexaboutno aff

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2024
Typedissertation
Languageen
FieldEngineering
TopicMagnetic Field Sensors Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsSettlement (finance)CredentialAcculturationImmigrationExploratory researchEntitlement (fair division)Health careCertificationMental health
DOInot available

Abstract

fetched live from OpenAlex

The impacts of the nursing labour shortage are being felt across Canada but especially in Victoria, BC where place-based realities have impacted internationally-educated nurses’ (IEN) professional pursuits. Rising inflation, housing costs, and living expenses create challenging contexts for IENs from the Philippines who aim to settle, integrate and complete professional recertification processes in order to become registered nurses in BC. As provinces across the country vie for nurses to alleviate strains on the health care system, this study explores Filipino IENs’ integration experiences and settlement barriers. The study examines to what extent these factors might have influenced their educational upgrading, professional recertification, and workplace acculturation experiences. This exploratory study rooted in an interpretivist paradigm examines the experiences of nurses from the Philippines who recently migrated to Victoria in the last ten years. The key findings of the study posit that financial barriers, time barriers, deskilling, and mental health challenges are the most prevalent obstacles encountered by Filipino IENs in Victoria, BC. These findings are further expanded upon in order to understand the impacts that migration pathways, post- and pre-arrival immigration processes, familial responsibilities, English-language requirements, workplace discrimination and professional recertification pathways have on the complex integration and settlement experiences of Filipino IENs in Victoria, BC. Nine recommendations are proposed including the creation of more efficient migration pathways, investing in accessible information supports, prioritising effective communication, designing equitable policies that account for familial responsibilities, supporting flexible English language requirements, developing local navigational supports for IENs, addressing deskilling, adapting professional recertification pathways, and increasing collaboration between clinical practice programs.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.433
Threshold uncertainty score0.872

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0190.007
Scholarly communication0.0040.002
Open science0.0010.006
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.018
GPT teacher head0.263
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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